Taught in 2023–2024 by Benoît Crabbé and Philippe de Groote. First semester course, on Tuesdays 12:45–15:45 in room 1004 (Halle aux Farines 475F, first week). Classes delivered in English if at least one student asks for it; in French otherwise.

We sketch here the planned contents for 2022–2023. These contents are structured around three important subdomains of linguistics, (morphology, syntax, and semantics), presenting on each occasion some of the related models and the corresponding algorithmic issues. The exact dates and content might change.

1. September 12th, 2023 ( slides)
   • General Introduction Language has structure. Language and inference. The importance of ambiguity. Language and the world.
   • Linguistics basics for computational linguistics. Statistical properties of words, constituent and dependency analyses, computing semantic denotations and computing semantic similarities.
   • Machine learning basics for computational linguistics. Coding discrete symbols as vectors (word embeddings), optimisation reminder.
2. September 19th, 2023 ( slides)
   • Modelling sequences Presentation of typical problems involving sequence modelling.
   • Generative models language models, hidden markov models, PCFG
   • Discriminative models conditional random fields
   • Algorithms Viterbi and approximative methods
   • Deep learning based methods
3. September 26th, 2023 Modelling syntax ( slides)
   • Phrase structure grammar
   • Tree adjoining Grammar
   • Dependency syntax
   • Categorial grammar
4. October 3rd, 2023 Parsing algorithms for natural language( slides
   • CKY and Earley Introduction to weighted CKY and Earley
   • Shift Reduce and Eisner for Dependency syntax
   • CKY for tree adjoining grammar
   • ( exercices)
5. October 10th, 2023
   • Semantic Representations modal logics, higher-order logics
6. October 17th, 2023
   • Syntax/Semantics Interface compositionality, higher-order syntax, abstract categorial grammars
7. October 24th, 2023
   • Montague Semantics model-theoretic semantics, intensionality
8. October 31st, 2023 Discourse Analysis discourse representation theory, anaphora resolution, type-theoretic dynamic logic
9. November 21st, 2023
   • exam